New post-processing algorithms for exoplanet detection and circumstellar disk reconstruction by direct imaging accepted in In the spirit of Lyot O. Flasseur, T. Bodrito, S. Thé, J. Mairal, J. Ponce, M. Langlois, A.-M. Lagrange May 7, 2022 Astronomy PDF Quantitative comparison (with contrast curves –the lower the better–) of the performances of the proposed algorithm for exoplanet detection combinining statistical modeling and deep learning. Results obtained on data from the VLT/SPHERE instrument.